{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6 热图Heatmapplot\n",
    "热图是指通过将矩阵单个的值表示为颜色的图形表示。热力图显示数值数据的一般视图非常有用，制作热图很简单，且不需要提取特定数据点。在seaborn中使用heatmap函数绘制热力图，此外我们也使用clustermap函数绘制树状图与热图。该章节主要内容有：\n",
    "1. 基础热图绘制  Basic Heatmap plot\n",
    "2. 热图外观设定 Customize seaborn heatmap\n",
    "3. 热图上使用标准化 Use normalization on heatmap\n",
    "4. 树状图与热图 Dendrogram with heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# library 导入库\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "# jupyter notebook显示多行输出\n",
    "from IPython.core.interactiveshell import InteractiveShell \n",
    "InteractiveShell.ast_node_interactivity = 'all'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 基础热图绘制 Basic Heatmap plot\n",
    "+ 普通热图 Basic Heatmap\n",
    "+ 相关矩阵热图 Correlation matrix\n",
    "+ 相关矩阵半热图 an half heatmap of correlation matrix\n",
    "+ 多数据热力图制作 Basic Heatmap of long format data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "      <th>d</th>\n",
       "      <th>e</th>\n",
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       "      <th>0</th>\n",
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       "      <td>0.534837</td>\n",
       "      <td>0.077599</td>\n",
       "      <td>0.645868</td>\n",
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       "    <tr>\n",
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       "      <td>0.876201</td>\n",
       "      <td>0.468024</td>\n",
       "      <td>0.679460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>0.029897</td>\n",
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       "      <td>0.492516</td>\n",
       "      <td>0.112680</td>\n",
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       "      <td>0.274547</td>\n",
       "      <td>0.093439</td>\n",
       "      <td>0.965549</td>\n",
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       "      <td>0.851814</td>\n",
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       "      <td>0.796855</td>\n",
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       "          a         b         c         d         e\n",
       "0  0.260319  0.749665  0.534837  0.077599  0.645868\n",
       "1  0.455260  0.088954  0.876201  0.468024  0.679460\n",
       "2  0.422090  0.029897  0.652491  0.492516  0.112680\n",
       "3  0.016669  0.979161  0.274547  0.093439  0.965549\n",
       "4  0.039159  0.851814  0.794167  0.796855  0.109723"
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     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 普通热图 Basic Heatmap\n",
    "# Create a dataset (fake) 制作5行5列的矩阵\n",
    "df = pd.DataFrame(np.random.random((5,5)), columns=[\"a\",\"b\",\"c\",\"d\",\"e\"])\n",
    "# 显示数据\n",
    "df\n",
    "# Default heatmap: just a visualization of this square matrix 默认热力图\n",
    "p1 = sns.heatmap(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <td>0.998902</td>\n",
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       "          a         b         c         d         e\n",
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       "3  0.012819  0.206002  0.317296  0.998902  0.546637\n",
       "4  0.168106  0.935917  0.081234  0.652118  0.988459"
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     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
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       "      <th>c</th>\n",
       "      <td>0.219805</td>\n",
       "      <td>0.173022</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.049702</td>\n",
       "      <td>-0.066863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>d</th>\n",
       "      <td>0.095833</td>\n",
       "      <td>0.040480</td>\n",
       "      <td>-0.049702</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.179716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e</th>\n",
       "      <td>0.160799</td>\n",
       "      <td>-0.101984</td>\n",
       "      <td>-0.066863</td>\n",
       "      <td>0.179716</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          a         b         c         d         e\n",
       "a  1.000000  0.062998  0.219805  0.095833  0.160799\n",
       "b  0.062998  1.000000  0.173022  0.040480 -0.101984\n",
       "c  0.219805  0.173022  1.000000 -0.049702 -0.066863\n",
       "d  0.095833  0.040480 -0.049702  1.000000  0.179716\n",
       "e  0.160799 -0.101984 -0.066863  0.179716  1.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17a4cc715c0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 相关矩阵热图 Correlation matrix\n",
    "# 一个常见的任务是检查某些变量是否相关可以轻松计算每对变量之间的相关性，并将其绘制为热图，发现哪个变量彼此相关。\n",
    "# Create a dataset (fake) 创建数据\n",
    "df = pd.DataFrame(np.random.random((100,5)), columns=[\"a\",\"b\",\"c\",\"d\",\"e\"])\n",
    "df.head()\n",
    "# Calculate correlation between each pair of variable 计算相关系数\n",
    "corr_matrix=df.corr()\n",
    "# 显示相关系数结果\n",
    "corr_matrix\n",
    "# plot it 绘图 cmap设定颜色版\n",
    "sns.heatmap(corr_matrix, cmap='PuOr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 0, 0, 0, 0, 1, 1, 1, 1, 2, 2, 2, 3, 3, 4], dtype=int64),\n",
       " array([0, 1, 2, 3, 4, 1, 2, 3, 4, 2, 3, 4, 3, 4, 4], dtype=int64))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 相关矩阵半热图 an half heatmap of correlation matrix\n",
    "# Create a dataset (fake) 建立数据\n",
    "df = pd.DataFrame(np.random.random((100,5)), columns=[\"a\",\"b\",\"c\",\"d\",\"e\"])\n",
    "# Calculate correlation between each pair of variable 计算相关系数\n",
    "corr_matrix=df.corr()\n",
    "# Can be great to plot only a half matrix 创建一个corr_matrix等大的O矩阵\n",
    "mask = np.zeros_like(corr_matrix)\n",
    "# np.triu_indices_from(mask)返回矩阵上三角形的索引\n",
    "indices=np.triu_indices_from(mask)\n",
    "# 显示索引结果\n",
    "indices\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "with sns.axes_style(\"white\"):\n",
    "    # mask设置具有缺失值的单元格将自动被屏蔽；square使每个单元格为正方形\n",
    "    p2 = sns.heatmap(corr_matrix, mask=mask, square=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hLF2pjksl3QfcDnxH0g8lzToXf0Q00wyuvI2bYa3b+05gBfAy28+2fRCdlddXSLpgrkKSVknaLGnz4080a8nCiDZyH9u4GVby+y3gLNvfffKE7e3Abxa/zcr2WtvLbS9ftM8zhxRaRAzKTB/buBnWM799bN/XfdL2DyXtM6Q6I2KBTY9lm66aYSW/x2v+FhENMo4tuqqGlfyOkTTbQzsB+w2pzohYYE7Lb2e2J4Zx34gYL2n5RUQrjeMrLFUl+UVEbc1NfcN71SUiWmAKV96qkLRS0h2Stkm6aJbf3ybpZklbJH1d0tGl3y4uyt0h6TXz1ZXkFxG1uY//5iNpAlgDvBY4GjirnNwKf2H7xbaXAR8APlSUPRo4E3ghsBL4eHG/OSX5RURtA37J+Thgm+3tth8H1gOnlS+wXX6L5ACe7nmfBqy3/S/FxxXbivvNKc/8IqK2Ab/qcihwd+l4ks5nsTuRdC7wLmARcHKp7HVdZQ/tVVlafhFRWz8tv/K3+8W2qut2s60Ft0t2tb3G9vOB/wy8u5+yZWn5RURt067e8rO9Fljb45JJ4LDS8WJgR4/r1wOfqFk2Lb+IqG/AU1ptApZKWiJpEZ0BjA3lCyQtLR3+CvCPxf4G4ExJ+0paAiwFvtWrsrT8IqK2QT7zsz0l6TzgCmACWGd7q6TVwGbbG4DzJP0S8ATwIHBOUXarpM8BtwJTwLm2ey4rnOQXEbUN+vM22xuBjV3nLintv6NH2fcC761aV5JfRNSWz9siopUyq0tEtFI/o73jJskvImpLt3cIHn38J6MOobJDzvnZUYfQl9t/7vWjDqGyL/676+a/aIwsOu4Dow6hL2+857O7VT7z+UVEK+WZX0S0Urq9EdFKzoBHRLRRlq6MiFZKtzciWind3ohopbT8IqKV8qpLRLRSPm+LiFZKtzciWinJLyJaKaO9EdFKaflFRCtltDciWmnazZ3UKskvImrLM7+IaKU884uIVsozv4hopZl0eyOijZrc8ttrGDeV9Pul/Td2/fa+YdQZEQtv2jOVt3EzlOQHnFnav7jrt5VzFZK0StJmSZtnZh4dTmQRMTAzduVt3Ayr26s59mc7forttcBagL0XHTp+/1oRsZN0e3flOfZnO46Ihhp0y0/SSkl3SNom6aJZfj9B0g2SpiSd0fXbtKQtxbZhvrqG1fI7RtJDdFp5+xf7FMf7DanOiFhgg2z5SZoA1gCnAJPAJkkbbN9auux7wFuBC2e5xWO2l1WtbyjJz/bEMO4bEeNl2tODvN1xwDbb2wEkrQdOA55KfrbvKn7b7RGUYXV7I6IFbFfeKjgUuLt0PFmcq2q/YsD0Okmvn+/ivOcXEbX183mbpFXAqtKptcUg51OXzFKsn3714bZ3SDoSuErSzbbvnOviJL+IqK2fiQ3Kb3PMYRI4rHS8GNjRx/13FH9ul3QNcCwwZ/JLtzciahvwaO8mYKmkJZIW0XlfeN5RWwBJB0nat9g/GFhB6VnhbJL8IqI29/HfvPeyp4DzgCuA24DP2d4qabWkXwOQ9DJJk8AbgU9K2loU/3lgs6QbgauBy7tGiXeRbm9E1Dboz9ZsbwQ2dp27pLS/iU53uLvc3wMv7qeuJL+IqC2TmUZEK43jN7tVJflFRG1p+UVEK2Ua+4hopbT8IqKVxnGS0qqS/CKitgx4REQrpdsbEa3U5Jmck/wiora0/CKilZr8zE9Nztx1SFrVNYfY2GpSrNCseJsUKzQv3iZo46wuq+a/ZGw0KVZoVrxNihWaF+/Ya2Pyi4hI8ouIdmpj8mvSc5MmxQrNirdJsULz4h17rRvwiIiAdrb8IiLak/wkrZN0r6RbRh3LfCQdJulqSbdJ2irpHaOOqRdJ+0n6lqQbi3j/YNQxzUfShKRvS/rKqGOZj6S7JN0saYukzaOOZ0/Rmm6vpBOAR4DP2H7RqOPpRdJzgefavkHSgcD1wOvnW5BlVCQJOMD2I5L2Ab4OvMP2dSMObU6S3gUsB55p+3WjjqcXSXcBy23fN+pY9iStafnZ/hrwwKjjqML2PbZvKPYfprOSVT8r1y8odzxSHO5TbGP7/6qSFgO/Anxq1LHE6LQm+TWVpCPoLL78zdFG0lvRjdwC3AtcaXuc4/0I8PtAUyajM/BVSddLysvOA5LkN8YkPQP4AvBO2w+NOp5ebE/bXkZnWcHjJI3lowVJrwPutX39qGPpwwrbLwFeC5xbPMKJ3ZTkN6aKZ2dfAD5r+4ujjqcq2z8CrgFWjjiUuawAfq14jrYeOFnSn482pN5s7yj+vBf4EnDcaCPaMyT5jaFiAOFPgdtsf2jU8cxH0iGSfqrY3x/4JeD20UY1O9sX215s+wjgTOAq27854rDmJOmAYtALSQcApwJj/8ZCE7Qm+Un6S+AfgBdImpT026OOqYcVwFvotEq2FNsvjzqoHp4LXC3pJmATnWd+Y/8KSUM8B/i6pBuBbwF/Y/tvRxzTHqE1r7pERJS1puUXEVGW5BcRrZTkFxGtlOQXEa2U5BcRrZTkFwBIOr+YReazfZY7QtLZw4orYliS/OJJbwd+2fab+yx3BNB38pM00W+ZiEFK8gsk/TFwJLBB0n8t5j7cVMx3d1pxzRGSrpV0Q7EdXxS/HPiF4kXsCyS9VdLHSvf+iqQTi/1HJK2W9E3glZJeKun/Fh/sX1FM5RWxIJL8AttvA3YAJwEH0Pnk62XF8X8rPqu6Fzil+MD+N4D/WRS/CLjW9jLbH56nqgOAW2y/nM4sNR8FzrD9UmAd8N4B/9Ui5rT3qAOIsXMqnQ//LyyO9wMOp5McPyZpGTANHFXj3tN0JmsAeAHwIuDKzqfMTAD37EbcEX1J8otuAk63fcdOJ6VLgR8Ax9DpMfxkjvJT7Nyj2K+0/xPb06V6ttp+5SCCjuhXur3R7Qrgd4uZZZB0bHH+WcA9tmfoTLrw5IDFw8CBpfJ3Acsk7SXpMOaefukO4BBJryzq2UfSCwf6N4noIckvul1GZxr6m4rFni4rzn8cOEfSdXS6vI8W528CporFiy4AvgF8F7gZ+CBww2yV2H4cOAP4o2LGki3A8bNdGzEMmdUlIlopLb+IaKUkv4hopSS/iGilJL+IaKUkv4hopSS/iGilJL+IaKUkv4hopf8PG+n3AfvaOscAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多数据热力图制作 Basic Heatmap of long format data\n",
    "# 创建两个函数列表\n",
    "people=np.repeat((\"A\",\"B\",\"C\",\"D\",\"E\"),5)\n",
    "feature=list(range(1,6))*5\n",
    "value=np.random.random(25)\n",
    "# 创建表格\n",
    "df=pd.DataFrame({'feature': feature, 'people': people, 'value': value })\n",
    " \n",
    "# plot it 创建透视表\n",
    "df_wide=df.pivot_table( index='people', columns='feature', values='value' )\n",
    "p2=sns.heatmap( df_wide, square=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 热图外观设定 Customize seaborn heatmap\n",
    "+ 单元格值的显示 Annotate each cell with value\n",
    "+ 自定义网格线 Custom grid lines\n",
    "+ 轴的显示 Remove X or Y labels\n",
    "+ 标签隐藏 Hide a few axis labels to avoid overlapping\n",
    "+ 颜色条坐标显示范围设置 Coordinate range setting of color bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a dataset (fake)\n",
    "df = pd.DataFrame(np.random.random((10,10)), columns=[\"a\",\"b\",\"c\",\"d\",\"e\",\"f\",\"g\",\"h\",\"i\",\"j\"])\n",
    "# annot_kws设置各个单元格中的值，size设定大小\n",
    "sns.heatmap(df, annot=True, annot_kws={\"size\": 7});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 自定义网格线 Custom grid lines\n",
    "sns.heatmap(df, linewidths=2, linecolor='yellow');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 轴的显示 Remove X or Y labels\n",
    "# 由xticklables和yticklabels控制坐标轴，cbar控制颜色条的显示\n",
    "sns.heatmap(df, yticklabels=False, cbar=False);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 标签隐藏 Hide a few axis labels to avoid overlapping\n",
    "# xticklabels表示标签index为该值倍数时显示\n",
    "sns.heatmap(df, xticklabels=3);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 颜色条坐标显示范围设置 Coordinate range setting of color bar\n",
    "sns.heatmap(df, vmin=0, vmax=0.5);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 热图上使用标准化 Use normalization on heatmap\n",
    "+ 列的规范化 Column normalization\n",
    "+ 行的规范化 Row normalization  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 列的规范化 Column normalization\n",
    "# 有时矩阵某一列值远远高于其他列的值，导致整体热图各点颜色趋于两级，需要对列的数据进行规范化的\n",
    "# Create a dataframe where the average value of the second column is higher:\n",
    "df = pd.DataFrame(np.random.randn(10,10) * 4 + 3)\n",
    "# 使得第一列数据明显大于其他列\n",
    "df[1]=df[1]+40\n",
    "# If we do a heatmap, we just observe that a column as higher values than others: 没有规范化的热力图\n",
    "sns.heatmap(df, cmap='viridis');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now if we normalize it by column 规范化列\n",
    "df_norm_col=(df-df.mean())/df.std()\n",
    "sns.heatmap(df_norm_col, cmap='viridis');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 行的规范化 Row normalization  \n",
    "# 列的规范化相同的原理适用于行规范化。\n",
    "# Create a dataframe where the average value of the second row is higher\n",
    "df = pd.DataFrame(np.random.randn(10,10) * 4 + 3)\n",
    "df.iloc[2]=df.iloc[2]+40\n",
    " \n",
    "# If we do a heatmap, we just observe that a row has higher values than others: 第2行的数据明显大于其他行\n",
    "sns.heatmap(df, cmap='viridis');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1: substract mean 行的规范化\n",
    "df_norm_row=df.sub(df.mean(axis=1), axis=0)\n",
    "# 2: divide by standard dev\n",
    "df_norm_row=df_norm_row.div( df.std(axis=1), axis=0 )\n",
    "# And see the result\n",
    "sns.heatmap(df_norm_row, cmap='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 树状图与热图 Dendrogram with heatmap\n",
    "+ 基础树状图与热图绘制 Dendrogram with heat map and coloured leaves\n",
    "+ 树形图与热图规范化 normalize of Dendrogram with heatmap\n",
    "+ 树形图与热图距离参数设定 distance of Dendrogram with \n",
    "+ 树形图与热图聚类方法参数设定 cluster method of Dendrogram with heatmap\n",
    "+ 图像颜色设定 Change color palette \n",
    "+ 离群值设置 outliers set"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "树状图就是层次聚类的表现形式。层次聚类的合并算法通过计算两类数据点间的相似性，对所有数据点中最为相似的两个数据点进行组合，并反复迭代这一过程。简单的说层次聚类的合并算法是通过计算每一个类别的数据点与所有数据点之间的距离来确定它们之间的相似性，距离越小，相似度越高。并将距离最近的两个数据点或类别进行组合，生成聚类树。在树状图中通过线条连接表示两类数据的距离。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cyl</th>\n",
       "      <th>disp</th>\n",
       "      <th>hp</th>\n",
       "      <th>drat</th>\n",
       "      <th>wt</th>\n",
       "      <th>qsec</th>\n",
       "      <th>vs</th>\n",
       "      <th>am</th>\n",
       "      <th>gear</th>\n",
       "      <th>carb</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>model</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Mazda RX4</th>\n",
       "      <td>21.0</td>\n",
       "      <td>6</td>\n",
       "      <td>160.0</td>\n",
       "      <td>110</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2.620</td>\n",
       "      <td>16.46</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mazda RX4 Wag</th>\n",
       "      <td>21.0</td>\n",
       "      <td>6</td>\n",
       "      <td>160.0</td>\n",
       "      <td>110</td>\n",
       "      <td>3.90</td>\n",
       "      <td>2.875</td>\n",
       "      <td>17.02</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datsun 710</th>\n",
       "      <td>22.8</td>\n",
       "      <td>4</td>\n",
       "      <td>108.0</td>\n",
       "      <td>93</td>\n",
       "      <td>3.85</td>\n",
       "      <td>2.320</td>\n",
       "      <td>18.61</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hornet 4 Drive</th>\n",
       "      <td>21.4</td>\n",
       "      <td>6</td>\n",
       "      <td>258.0</td>\n",
       "      <td>110</td>\n",
       "      <td>3.08</td>\n",
       "      <td>3.215</td>\n",
       "      <td>19.44</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hornet Sportabout</th>\n",
       "      <td>18.7</td>\n",
       "      <td>8</td>\n",
       "      <td>360.0</td>\n",
       "      <td>175</td>\n",
       "      <td>3.15</td>\n",
       "      <td>3.440</td>\n",
       "      <td>17.02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    mpg  cyl   disp   hp  drat     wt   qsec  vs  am  gear  \\\n",
       "model                                                                        \n",
       "Mazda RX4          21.0    6  160.0  110  3.90  2.620  16.46   0   1     4   \n",
       "Mazda RX4 Wag      21.0    6  160.0  110  3.90  2.875  17.02   0   1     4   \n",
       "Datsun 710         22.8    4  108.0   93  3.85  2.320  18.61   1   1     4   \n",
       "Hornet 4 Drive     21.4    6  258.0  110  3.08  3.215  19.44   1   0     3   \n",
       "Hornet Sportabout  18.7    8  360.0  175  3.15  3.440  17.02   0   0     3   \n",
       "\n",
       "                   carb  \n",
       "model                    \n",
       "Mazda RX4             4  \n",
       "Mazda RX4 Wag         4  \n",
       "Datsun 710            1  \n",
       "Hornet 4 Drive        1  \n",
       "Hornet Sportabout     2  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 基础树状图与热图绘制 Dendrogram with heat map and coloured leaves\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "# 使用mtcars数据集，通过一些数字变量提供几辆汽车的性能参数。 \n",
    "# Data set mtcars数据集 下载\n",
    "url = 'https://python-graph-gallery.com/wp-content/uploads/mtcars.csv'\n",
    "df = pd.read_csv(url)\n",
    "df = df.set_index('model')\n",
    "# 横轴为汽车性能参数，纵轴为汽车型号\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{6: 'orange', 4: 'yellow', 8: 'brown'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "model\n",
       "Mazda RX4              orange\n",
       "Mazda RX4 Wag          orange\n",
       "Datsun 710             yellow\n",
       "Hornet 4 Drive         orange\n",
       "Hornet Sportabout       brown\n",
       "Valiant                orange\n",
       "Duster 360              brown\n",
       "Merc 240D              yellow\n",
       "Merc 230               yellow\n",
       "Merc 280               orange\n",
       "Merc 280C              orange\n",
       "Merc 450SE              brown\n",
       "Merc 450SL              brown\n",
       "Merc 450SLC             brown\n",
       "Cadillac Fleetwood      brown\n",
       "Lincoln Continental     brown\n",
       "Chrysler Imperial       brown\n",
       "Fiat 128               yellow\n",
       "Honda Civic            yellow\n",
       "Toyota Corolla         yellow\n",
       "Toyota Corona          yellow\n",
       "Dodge Challenger        brown\n",
       "AMC Javelin             brown\n",
       "Camaro Z28              brown\n",
       "Pontiac Firebird        brown\n",
       "Fiat X1-9              yellow\n",
       "Porsche 914-2          yellow\n",
       "Lotus Europa           yellow\n",
       "Ford Pantera L          brown\n",
       "Ferrari Dino           orange\n",
       "Maserati Bora           brown\n",
       "Volvo 142E             yellow\n",
       "Name: cyl, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4e048da0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Prepare a vector of color mapped to the 'cyl' column\n",
    "# 设定发动机汽缸数6，4，,8指示不同的颜色\n",
    "my_palette = dict(zip(df.cyl.unique(), [\"orange\",\"yellow\",\"brown\"]))\n",
    "my_palette\n",
    "# 列出不同汽车的发动机汽缸数\n",
    "row_colors = df.cyl.map(my_palette)\n",
    "row_colors\n",
    "# metric数据度量方法, method计算聚类的方法\n",
    "# standard_scale标准维度（0：行或1：列即每行或每列的含义，减去最小值并将每个维度除以其最大值）\n",
    "sns.clustermap(df, metric=\"correlation\", method=\"single\", cmap=\"Blues\", standard_scale=1, row_colors=row_colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4e0266d8>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4e0e3fd0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 树形图与热图规范化 normalize of Dendrogram with heatmap\n",
    "# Standardize or Normalize every column in the figure\n",
    "# Standardize 标准化\n",
    "sns.clustermap(df, standard_scale=1)\n",
    "# Normalize 正则化\n",
    "sns.clustermap(df, z_score=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4dfd6588>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4de86048>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 树形图与热图距离参数设定 distance of Dendrogram with heatmap\n",
    "# 相似性\n",
    "sns.clustermap(df, metric=\"correlation\", standard_scale=1)\n",
    "# 欧几里得距离\n",
    "sns.clustermap(df, metric=\"euclidean\", standard_scale=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4df7dc88>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4f550f98>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 树形图与热图聚类方法参数设定 cluster method of Dendrogram with heatmap\n",
    "# single-linkage算法\n",
    "sns.clustermap(df, metric=\"euclidean\", standard_scale=1, method=\"single\")\n",
    "# 聚类分析法ward，推荐使用\n",
    "sns.clustermap(df, metric=\"euclidean\", standard_scale=1, method=\"ward\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4e298f98>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4e298748>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图像颜色设定 Change color palette \n",
    "sns.clustermap(df, metric=\"euclidean\", standard_scale=1, method=\"ward\", cmap=\"mako\")\n",
    "sns.clustermap(df, metric=\"euclidean\", standard_scale=1, method=\"ward\", cmap=\"viridis\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4ff99a58>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x17a4f943278>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 离群值设置 outliers set\n",
    "# Ignore outliers\n",
    "# Let's create an outlier in the dataset, 添加离群值\n",
    "df.iloc[15,5] = 1000\n",
    "# use the outlier detection 计算时忽略离群值\n",
    "sns.clustermap(df, robust=True)\n",
    "# do not use it 不忽略离群值\n",
    "sns.clustermap(df, robust=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
